Update README.md

README.md

@@ -1,10 +1,10 @@
-co.py.cat
+Copycat
 =========
 
 ![GUI](https://i.imgur.com/AhhpzVQ.png)
 
-An implementation of [Douglas Hofstadter](http://prelectur.stanford.edu/lecturers/hofstadter/)'s Copycat algorithm.
-The Copycat algorithm is explained [on Wikipedia](https://en.wikipedia.org/wiki/Copycat_%28software%29), and that page has many links for deeper reading.  See also [Farglexandria](https://github.com/Alex-Linhares/Farglexandria).
+An implementation of [Douglas Hofstadter](http://prelectur.stanford.edu/lecturers/hofstadter/) and [Melanie Mitchell](https://melaniemitchell.me/)'s Copycat algorithm.
+The Copycat algorithm is explained [on Wikipedia](https://en.wikipedia.org/wiki/Copycat_%28software%29), in Melanie Mitchell's Book [Analogy-making as perception](https://www.amazon.com/Analogy-Making-Perception-Computer-Modeling-Connectionism/dp/026251544X/ref=sr_1_5?crid=1FC76DCS33513&dib=eyJ2IjoiMSJ9.TQVbRbFf696j7ZYj_sb4tIM3ZbFbuCIdtdYCy-Mq3EmJI6xbG5hhVXuyOPjeb7E4b8jhKiJlfr6NnD_O09rEEkNMwD_1zFxkLT9OkF81RSFL4kMCLOT7K-7KnPwBFbrc9tZuhLKFOWbxMGNL75koMcetQl2Lf6V7xsNYLYLCHBlXMCrusJ88Kv3Y8jiPKwrEr1hUwhWB8vtwEG9vSYXU7Gw-b4fZRNNbUtBBWNwiK3k.IJZZ8kA_QirWQK1ax5i42zD2nV7XvKoPYRgN94en4Dc&dib_tag=se&keywords=melanie+mitchell&qid=1745436638&sprefix=melanie+mitchell%2Caps%2C206&sr=8-5#), and in [this paper](https://github.com/Alex-Linhares/FARGonautica/blob/master/Literature/Foundations-Chalmers.French.and.Hofstadter-1992-Journal%20of%20Experimental%20and%20Theoretical%20Artificial%20Intelligence.pdf). The wikipedia page has additional links for deeper reading.  See also [FARGonautica](https://github.com/Alex-Linhares/Fargonautica), where a collection of Fluid Concepts projects are available.
 
 This implementation is a copycat of Scott Boland's [Java implementation](https://archive.org/details/JavaCopycat).
 The original Java-to-Python translation work was done by J Alan Brogan (@jalanb on GitHub).
@@ -42,26 +42,31 @@ ppqqrs: 4 (avg time 439.0, avg temp 37.3)
 The first number indicates how many times Copycat chose that string as its answer; higher means "more obvious".
 The last number indicates the average final temperature of the workspace; lower means "more elegant".
 
-
----------------------
 Code structure
+---------------------
 
-The Copycat system consists of 4,981 lines of Python code across 40 files. Here's a breakdown of the largest Core Components:
+This Copycat system consists of 4,981 lines of Python code across 40 files. Here's a breakdown.
+
+Core Components:
 - codeletMethods.py: 1,124 lines (largest file)
 - curses_reporter.py: 436 lines
 - coderack.py: 310 lines
 - slipnet.py: 248 lines
-- Workspace Components:
+
+Workspace Components:
+
 - group.py: 237 lines
 - bond.py: 211 lines
 - correspondence.py: 204 lines
 - workspace.py: 195 lines
 - workspaceObject.py: 194 lines
+
 Control Components:
 - temperature.py: 175 lines
 - conceptMapping.py: 153 lines
 - rule.py: 149 lines
 - copycat.py: 144 lines
+
 GUI Components:
 - gui/gui.py: 96 lines
 - gui/workspacecanvas.py: 70 lines
@@ -76,10 +81,11 @@ The system is well-organized with clear separation of concerns:
 - User interface (GUI components)
 
 The largest file, codeletMethods.py, contains all the codelet behavior implementations, which makes sense as it's the heart of the system's analogical reasoning capabilities.
----------------------
-codeREADME.md Files
 
-We've got an LLM to document every code file, so people can look at a particular readme before delving into the work.
+{code.py}README.md Files
+---------------------
+
+We've got an LLM to document every code file, so people can look at a particular readme before delving into the work (Here's one [Example](main_README.md)).
 
 
 Installing the module